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An Analytical Assessment and Examination of Supervised Tree Based Classifier in Intrusion Detection System

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An Analytical Assessment and Examination of Supervised Tree Based Classifier in Intrusion Detection System
論文目錄
 
摘要第1-8頁
Abstract第8-13頁
Chapter 1 INTRODUCTION第13-28頁
  1.1 Background第13-19頁
  1.2 Literature Review第19-26頁
    1.2.1 Discription of an IDS第21-25頁
    1.2.2 Classification of IDS第25-26頁
  1.3 Related Work第26頁
  1.4 Thesis Structure第26-27頁
  1.5 Summary第27-28頁
Chapter 2 Proposed Work第28-40頁
  2.1 Problem Formulation and Related Papers Analysis第28-29頁
  2.2 Motivation第29-30頁
  2.3 Research Methodology-Types of Attacks第30-31頁
  2.4 Research Contribution第31-32頁
  2.5 Classification of Attacks第32-36頁
    2.5.1 Data Set第33-35頁
    2.5.2 Types of IDS attacks第35-36頁
  2.6 Applying Classifier for Classification第36-38頁
  2.7 Method第38頁
  2.8 Summary第38-40頁
Chapter 3 Architecture and design methodology of the System第40-46頁
  3.1 Architecture and design methodology of the System第40-41頁
  3.2 Intrusion detection system infrastructure第41-42頁
  3.3 Data Pre-processing第42頁
  3.4 Classification第42-45頁
  3.5 Summary第45-46頁
Chapter 4 Testing Evaluation and Results第46-54頁
  4.1 Evaluation Setup第46-47頁
    4.1.1 Feature Evaluation第46-47頁
  4.2 Testing,Evaluation and Results第47-54頁
    4.2.1 Classifier Presentation Metrics第49-51頁
    4.2.2 Discussion第51-53頁
    4.2.3 Summary第53-54頁
Chapter 5 Research Limitation Conclusion and Future Work第54-58頁
  5.1 Research Limitation第54-56頁
  5.2 Conclusion and Future work第56-57頁
  5.3 Summary第57-58頁
APPENDIX第58-61頁
  6.1 Start Weka第58頁
  6.2 Open the data/NSL-KDD.arff Dataset第58-59頁
  6.3 Select and Run an Algorithm第59-60頁
  6.4 Review Results第60-61頁
References第61-65頁
Acknowledgement第65頁

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